Cognition and Reasoning on MMMU (val)
72.6ScoreInternVL3.5-20B-A4B
Evaluation Results
| Method | Links | |
|---|---|---|
| InternVL3.5-20B-A4BModel=InternVL3.5-20B-A4B2026.05 | 72.6 | |
| InternVL3.5-4BModel=InternVL3.5-4B2026.05 | 57.2 | |
| Qwen3.5-4BModel=Qwen3.5-4B2026.05 | 56.9 | |
| Qwen3-VL-4BModel=Qwen3-VL-4B2026.05 | 51.4 | |
| Ties-Mergingmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.03 | 51.11 | |
| AdaMMSmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.03 | 51.11 | |
| MetaGPTmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.03 | 50.67 | |
| Qwen2-VL (base)model_status=Original Model2025.03 | 50.11 | |
| InternVL3.5-2BModel=InternVL3.5-2B2026.05 | 49.9 | |
| Qwen3.5-2BModel=Qwen3.5-2B2026.05 | 49.2 | |
| Molmo2-4BModel=Molmo2-4B2026.05 | 48.8 | |
| Task Arithmeticmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.03 | 48.44 | |
| ZAYA1-VL-8B-A1BModel=ZAYA1-VL-8B-A1B2026.05 | 46 | |
| DeepSeek-VL2-16B-A2.4BModel=DeepSeek-VL2-16B-A2.4B2026.05 | 46 | |
| Qwen2.5-VL-3BModel=Qwen2.5-VL-3B2026.05 | 45.7 | |
| DARE-Tiesmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.03 | 45 | |
| DARE-Linearmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.03 | 43.78 | |
| LLaVA-OneVisionmodel_status=Original Model2025.03 | 43.44 | |
| PLM-3BModel=PLM-3B2026.05 | 41.4 | |
| Qwen3-VL-2BModel=Qwen3-VL-2B2026.05 | 40.9 | |
| DARE-LinearMerging Protocol=DARE-Linear, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.03 | 36.8 | |
| Task ArithmeticMerging Protocol=Task Arithmetic, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.03 | 36.2 | |
| LLaVA-v1.5-7BStatus=Source Model, Architecture=LLaVA-v1.5-7B2025.03 | 35.1 | |
| AdaMMSMerging Protocol=AdaMMS, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.03 | 34.9 | |
| CogVLM-chat-7BStatus=Base Model, Architecture=CogVLM-chat-7B2025.03 | 34.8 | |
| MetaGPTMerging Protocol=MetaGPT, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.03 | 34.7 | |
| Ties-MergingMerging Protocol=Ties-Merging, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.03 | 34 | |
| DARE-TiesMerging Protocol=DARE-Ties, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.03 | 33.6 |